KDnuggets

Discover diverse AI project ideas that can be built using Python and various open-source tools like LangChain, FastAPI, OpenAI API, and Hugging Face. From fine-tuning Llama 3 and creating Q&A retrieval systems to building YouTube summarizers and vacation planning assistants, these projects are designed to enhance your portfolio and impress potential employers. Each project comes with guides or sample links to aid in development, making AI more accessible even to those with fundamental Python skills.

LLM Portfolio Projects Ideas to Wow Employers

Create an end-to-end project using a pre-trained Hugging Face model for sentiment analysis. This guide details how to deploy the model with FastAPI, build an API endpoint, and use Docker to containerize the application for easy deployment.

A Simple to Implement End-to-End Project with HuggingFace

FastAPI is a modern, fast (high-performance) web framework for building APIs with Python based on standard Python type hints. It offers automatic generation of API documentation, type checking, and support for asynchronous programming for building scalable and efficient APIs. Readers can learn how FastAPI simplifies API development with features such as automatic serialization, validation, and OpenAPI documentation generation, enabling developers to build high-performance and well-documented APIs with Python.

Best of FastAPI — June 2024